Duplicate from pharma/CLIP-Interrogator

Co-authored-by: pharmapsychotic <[email protected]>

.gitattributes

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+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
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.gitignore

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+cache/
+venv/

README.md

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+---
+title: CLIP Interrogator
+emoji: 🕵️‍♂️
+colorFrom: yellow
+colorTo: gray
+sdk: gradio
+sdk_version: 3.11.0
+app_file: app.py
+pinned: true
+license: mit
+duplicated_from: pharma/CLIP-Interrogator
+---
+
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

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+#!/usr/bin/env python3
+import gradio as gr
+import os
+from clip_interrogator import Config, Interrogator
+from huggingface_hub import hf_hub_download
+from share_btn import community_icon_html, loading_icon_html, share_js
+
+MODELS = ['ViT-L (best for Stable Diffusion 1.*)', 'ViT-H (best for Stable Diffusion 2.*)']
+
+# download preprocessed files
+PREPROCESS_FILES = [
+    'ViT-H-14_laion2b_s32b_b79k_artists.pkl',
+    'ViT-H-14_laion2b_s32b_b79k_flavors.pkl',
+    'ViT-H-14_laion2b_s32b_b79k_mediums.pkl',
+    'ViT-H-14_laion2b_s32b_b79k_movements.pkl',
+    'ViT-H-14_laion2b_s32b_b79k_trendings.pkl',
+    'ViT-L-14_openai_artists.pkl',
+    'ViT-L-14_openai_flavors.pkl',
+    'ViT-L-14_openai_mediums.pkl',
+    'ViT-L-14_openai_movements.pkl',
+    'ViT-L-14_openai_trendings.pkl',
+]
+print("Download preprocessed cache files...")
+for file in PREPROCESS_FILES:
+    path = hf_hub_download(repo_id="pharma/ci-preprocess", filename=file, cache_dir="cache")
+    cache_path = os.path.dirname(path)
+
+
+# load BLIP and ViT-L https://huggingface.co/openai/clip-vit-large-patch14
+config = Config(cache_path=cache_path, clip_model_path="cache", clip_model_name="ViT-L-14/openai")
+ci_vitl = Interrogator(config)
+ci_vitl.clip_model = ci_vitl.clip_model.to("cpu")
+
+# load ViT-H https://huggingface.co/laion/CLIP-ViT-H-14-laion2B-s32B-b79K
+config.blip_model = ci_vitl.blip_model
+config.clip_model_name = "ViT-H-14/laion2b_s32b_b79k"
+ci_vith = Interrogator(config)
+ci_vith.clip_model = ci_vith.clip_model.to("cpu")
+
+
+def inference(image, clip_model_name, mode):
+
+    # move selected model to GPU and other model to CPU
+    if clip_model_name == MODELS[0]:
+        ci_vith.clip_model = ci_vith.clip_model.to("cpu")
+        ci_vitl.clip_model = ci_vitl.clip_model.to(ci_vitl.device)
+        ci = ci_vitl
+    else:
+        ci_vitl.clip_model = ci_vitl.clip_model.to("cpu")
+        ci_vith.clip_model = ci_vith.clip_model.to(ci_vith.device)
+        ci = ci_vith
+
+    ci.config.blip_num_beams = 64
+    ci.config.chunk_size = 2048
+    ci.config.flavor_intermediate_count = 2048 if clip_model_name == MODELS[0] else 1024
+
+    image = image.convert('RGB')
+    if mode == 'best':
+        prompt = ci.interrogate(image)
+    elif mode == 'classic':
+        prompt = ci.interrogate_classic(image)
+    else:
+        prompt = ci.interrogate_fast(image)
+
+    return prompt, gr.update(visible=True), gr.update(visible=True), gr.update(visible=True)
+
+
+TITLE = """
+    <div style="text-align: center; max-width: 650px; margin: 0 auto;">
+        <div
+        style="
+            display: inline-flex;
+            align-items: center;
+            gap: 0.8rem;
+            font-size: 1.75rem;
+        "
+        >
+        <h1 style="font-weight: 900; margin-bottom: 7px;">
+            CLIP Interrogator
+        </h1>
+        </div>
+        <p style="margin-bottom: 10px; font-size: 94%">
+        Want to figure out what a good prompt might be to create new images like an existing one?<br>The CLIP Interrogator is here to get you answers!
+        </p>
+        <p>You can skip the queue by duplicating this space and upgrading to gpu in settings: <a style='display:inline-block' href='https://huggingface.co/spaces/pharma/CLIP-Interrogator?duplicate=true'><img src='https://img.shields.io/badge/-Duplicate%20Space-blue?labelColor=white&style=flat&logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8/9hAAAAAXNSR0IArs4c6QAAAP5JREFUOE+lk7FqAkEURY+ltunEgFXS2sZGIbXfEPdLlnxJyDdYB62sbbUKpLbVNhyYFzbrrA74YJlh9r079973psed0cvUD4A+4HoCjsA85X0Dfn/RBLBgBDxnQPfAEJgBY+A9gALA4tcbamSzS4xq4FOQAJgCDwV2CPKV8tZAJcAjMMkUe1vX+U+SMhfAJEHasQIWmXNN3abzDwHUrgcRGmYcgKe0bxrblHEB4E/pndMazNpSZGcsZdBlYJcEL9Afo75molJyM2FxmPgmgPqlWNLGfwZGG6UiyEvLzHYDmoPkDDiNm9JR9uboiONcBXrpY1qmgs21x1QwyZcpvxt9NS09PlsPAAAAAElFTkSuQmCC&logoWidth=14' alt='Duplicate Space'></a></p>
+    </div>
+"""
+
+ARTICLE = """
+<div style="text-align: center; max-width: 650px; margin: 0 auto;">
+    <p>
+    Example art by <a href="https://pixabay.com/illustrations/watercolour-painting-art-effect-4799014/">Layers</a> 
+    and <a href="https://pixabay.com/illustrations/animal-painting-cat-feline-pet-7154059/">Lin Tong</a> 
+    from pixabay.com
+    </p>
+
+    <p>
+    Server busy? You can also run on <a href="https://colab.research.google.com/github/pharmapsychotic/clip-interrogator/blob/main/clip_interrogator.ipynb">Google Colab</a>
+    </p>
+
+    <p>
+    Has this been helpful to you? Follow me on twitter 
+    <a href="https://twitter.com/pharmapsychotic">@pharmapsychotic</a><br>
+    and check out more tools at my
+    <a href="https://pharmapsychotic.com/tools.html">Ai generative art tools list</a>
+    </p>
+</div>
+"""
+
+CSS = '''
+#col-container {max-width: 700px; margin-left: auto; margin-right: auto;}
+a {text-decoration-line: underline; font-weight: 600;}
+.animate-spin {
+    animation: spin 1s linear infinite;
+}
+@keyframes spin {
+    from { transform: rotate(0deg); }
+    to { transform: rotate(360deg); }
+}
+#share-btn-container {
+    display: flex; padding-left: 0.5rem !important; padding-right: 0.5rem !important; background-color: #000000; justify-content: center; align-items: center; border-radius: 9999px !important; width: 13rem;
+}
+#share-btn {
+    all: initial; color: #ffffff;font-weight: 600; cursor:pointer; font-family: 'IBM Plex Sans', sans-serif; margin-left: 0.5rem !important; padding-top: 0.25rem !important; padding-bottom: 0.25rem !important;
+}
+#share-btn * {
+    all: unset;
+}
+#share-btn-container div:nth-child(-n+2){
+    width: auto !important;
+    min-height: 0px !important;
+}
+#share-btn-container .wrap {
+    display: none !important;
+}
+'''
+
+with gr.Blocks(css=CSS) as block:
+    with gr.Column(elem_id="col-container"):
+        gr.HTML(TITLE)
+
+        input_image = gr.Image(type='pil', elem_id="input-img")
+        input_model = gr.Dropdown(MODELS, value=MODELS[0], label='CLIP Model')
+        input_mode = gr.Radio(['best', 'fast'], value='best', label='Mode')
+        submit_btn = gr.Button("Submit")
+        output_text = gr.Textbox(label="Output", elem_id="output-txt")
+
+        with gr.Group(elem_id="share-btn-container"):
+            community_icon = gr.HTML(community_icon_html, visible=False)
+            loading_icon = gr.HTML(loading_icon_html, visible=False)
+            share_button = gr.Button("Share to community", elem_id="share-btn", visible=False)
+
+        examples=[['example01.jpg', MODELS[0], 'best'], ['example02.jpg', MODELS[0], 'best']]
+        ex = gr.Examples(
+            examples=examples, 
+            fn=inference, 
+            inputs=[input_image, input_model, input_mode], 
+            outputs=[output_text, share_button, community_icon, loading_icon], 
+            cache_examples=True, 
+            run_on_click=True
+        )
+        ex.dataset.headers = [""]
+        
+        gr.HTML(ARTICLE)
+
+    submit_btn.click(
+        fn=inference, 
+        inputs=[input_image, input_model, input_mode], 
+        outputs=[output_text, share_button, community_icon, loading_icon]
+    )
+    share_button.click(None, [], [], _js=share_js)
+
+block.queue(max_size=32).launch(show_api=False)

data/artists.txt

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+A. B. Jackson
+A. J. Casson
+A. R. Middleton Todd
+A.B. Frost
+A.D.M. Cooper
+Aaron Bohrod
+Aaron Douglas
+Aaron Jasinski
+Aaron Miller
+Aaron Nagel
+Abbott Handerson Thayer
+Abdullah Gërguri
+Abdur Rahman Chughtai
+Abidin Dino
+Abraham Begeyn
+Abraham Bloemaert
+Abraham Bosschaert
+Abraham de Vries
+Abraham Hondius
+Abraham Mignon
+Abraham Storck
+Abraham van Beijeren
+Abraham van Calraet
+Abraham van den Tempel
+Abraham Willaerts
+Abram Arkhipov
+Achille Leonardi
+Ada Gladys Killins
+Ada Hill Walker
+Adam Bruce Thomson
+Adam Chmielowski
+Adam Dario Keel
+Adam Elsheimer
+Adam Manyoki
+Adam Marczyński
+Adam Paquette
+Adam Pijnacker
+Adam Rex
+Adam Saks
+Adam Szentpétery
+Adam Willaerts
+Adélaïde Labille-Guiard
+Adélaïde Victoire Hall
+Adolf Bierbrauer
+Adolf Born
+Adolf Dietrich
+Adolf Fényes
+Adolf Hirémy-Hirschl
+Adolf Hölzel
+Adolf Schrödter
+Adolf Ulric Wertmüller
+Adolf Wölfli
+Adolfo Müller-Ury
+Adolph Gottlieb
+Adolph Menzel
+Adolphe Willette
+Adriaen Brouwer
+Adriaen Coorte
+Adriaen Hanneman
+Adriaen Isenbrant
+Adriaen van de Velde
+Adriaen van de Venne
+Adriaen van der Werff
+Adriaen van Ostade
+adrian ghenie
+Adrian Zingg
+Adrienn Henczné Deák
+Aelbert Cuyp
+Aert de Gelder
+Aert van der Neer
+Aertgen van Leyden
+Afewerk Tekle
+Affandi
+Agnes Lawrence Pelton
+Agnes Martin
+Agnolo Bronzino
+Agnolo Gaddi
+Agostino Carracci
+Aguri Uchida
+Agustín Fernández
+Ahmed Karahisari
+Ahmed Yacoubi
+Ai Weiwei
+Ai Xuan
+Ai-Mitsu
+Aileen Eagleton
+Aimé Barraud
+Akihiko Yoshida
+Akira Toriyama
+Akseli Gallen-Kallela
+Al Feldstein
+Al Williamson
+Aladár Körösfői-Kriesch
+Alain Tasso
+Alan Bean
+Alan Davis
+Alan Lee
+Alan Pollack
+Alan Sutherland
+Alasdair Grant Taylor
+Alasdair Gray
+Albert Anker
+albert aublet
+Albert Bertelsen
+Albert Bierstadt
+Albert Dorne
+Albert Dubois-Pillet
+Albert Edelfelt
+Albert Gleizes
+Albert Guillaume
+Albert Henry Krehbiel
+Albert Irvin
+Albert J. Welti
+Albert Joseph Moore
+Albert Joseph Pénot
+Albert Keller
+Albert Kotin
+Albert Marquet
+Albert Namatjira
+Albert Nemethy
+Albert Paris Gütersloh
+Albert Swinden
+Albert Welti
+Alberto Burri
+Alberto Giacometti
+Alberto Morrocco
+Alberto Seveso
+Alberto Sughi
+Alberto Vargas
+Albin Egger-Lienz
+Albrecht Altdorfer
+Albrecht Dürer
+Aldus Manutius
+Alejandro Burdisio
+Alejandro Obregón
+Aleksander Gierymski
+Aleksander Gine
+Aleksander Kobzdej
+Aleksander Kotsis
+Aleksander Orłowski
+Aleksandr Gerasimov
+Aleksandr Ivanovich Laktionov
+Aleksi Briclot
+Alén Diviš
+Alena Aenami
+Alessandro Allori
+Alessandro Galli Bibiena
+Alesso Baldovinetti
+Alex Grey
+Alex Horley
+Alex Horley-Orlandelli
+Alex Katz
+Alex Petruk APe
+Alex Ross
+Alex Toth
+Alexander Archipenko
+Alexander Bogen
+Alexander Brook
+Alexander Calder
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+Alexander Fedosav
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+Alexander Kanoldt
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+Alexander McQueen
+Alexander Milne Calder
+Alexander Nasmyth
+Alexander Robertson
+Alexander Rodchenko
+Alexander Roslin
+Alexander Runciman
+Alexander Scott
+Alexander Sharpe Ross
+Alexander Stirling Calder
+Alexander V. Kuprin
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+Alexandre Cabanel
+Alexandre Falguière
+Alexandre-Évariste Fragonard
+Alexei Kondratyevich Savrasov
+Alexej von Jawlensky
+Alexey Merinov
+Alexey Venetsianov
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+Alfred Wallis
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+Alice Mason
+Alice Neel
+Alice Prin
+Alice Rahon
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+Alison Geissler
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+Allen Butler Talcott
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+Allen Tupper True
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+Andries Both
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+Anna Katharina Block
+Anna Maria Barbara Abesch
+Anna Mary Robertson Moses
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+Annabel Kidston
+Anne Dunn
+Anne Geddes
+Anne Nasmyth
+Anne Redpath
+Anne Rigney
+Anne Ryan
+Anne Said
+Anne Savage
+Anne Stokes
+Anni Albers
+Annibale Carracci
+Annie Abernethie Pirie Quibell
+Annie Leibovitz
+Annie Rose Laing
+Ansel Adams
+Anselm Kiefer
+Anson Maddocks
+Antanas Sutkus
+Anthony Angarola
+Anthony Devas
+Anthony Palumbo
+Anthony S Waters
+Anthony van Dyck
+Antoine Blanchard
+Antoine Ignace Melling
+Antoine Le Nain
+Antoine Verney-Carron
+Antoine Wiertz
+Anton Ažbe
+Anton Fadeev
+Anton Graff
+Anton Lehmden
+Anton Mauve
+Anton Möller
+Anton Otto Fischer
+Anton Pieck
+Anton Räderscheidt
+Anton Solomoukha
+Antonello da Messina
+Antoni Brodowski
+Antoni Pitxot
+Antoni Tàpies
+Antonie Palamedesz
+Antonin Artaud
+Antonín Chittussi
+Antonín Slavíček
+Antonio Canova
+Antonio Cavallucci
+Antonio Ciseri
+Antonio de la Gandara
+Antonio Donghi
+Antonio Galli Bibiena
+Antonio Mancini
+Antônio Parreiras
+Antonio Rotta
+Antonio Saura
+Apelles
+Apollinary Vasnetsov
+Apollonia Saintclair
+Aquirax Uno
+Arabella Rankin
+Araceli Gilbert
+Aramenta Dianthe Vail
+Archibald Motley
+Archibald Robertson
+Archibald Skirving
+Archibald Standish Hartrick
+Arcimboldo
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+Arik Brauer
+Aristide Maillol
+Arkhip Kuindzhi
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+Armand Guillaumin
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+Armin Hansen
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+Arnold Blanch
+Arnold Böcklin
+Arnold Bronckhorst
+Arnold Brügger
+Arnold Franz Brasz
+Arnold Mesches
+Arnold Newman
+Arshile Gorky
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+Art Brenner
+Art Fitzpatrick
+Art Frahm
+Art Green
+Art of Brom
+Art Spiegelman
+Artemisia Gentileschi
+Artgerm
+Arthur Adams
+Arthur B. Carles
+Arthur Boyd
+Arthur Burdett Frost
+Arthur Dove
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+Artur Tarnowski
+Arturo Rivera
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+Asaf Hanuka
+Asai Chū
+Asger Jorn
+Ásgrímur Jónsson
+Asher Brown Durand
+ashley wood
+Atey Ghailan
+Attila Meszlenyi
+Aubrey Beardsley
+Audrey Kawasaki
+August Friedrich Schenck
+August Lemmer
+August Macke
+August Querfurt
+August Sander
+Auguste Baud-Bovy
+Auguste Herbin
+Augustin Meinrad Bächtiger
+Augustus Dunbier
+Augustus Earle
+Augustus John
+Augustus Vincent Tack
+Augustyn Mirys
+Aurél Bernáth
+Auseklis Ozols
+Austin Briggs
+Austin English
+Austin Osman Spare
+Avgust Černigoj
+Avigdor Arikha
+Awataguchi Takamitsu
+Ay-O
+Aya Goda
+Ayako Rokkaku
+Ayami Kojima
+Ayshia Taşkın
+Baiōken Eishun
+Balázs Diószegi
+Balcomb Greene
+Bálint Kiss
+Balthasar van der Ast
+Balthus
+Banksy
+Bapu
+Barbara Balmer
+Barbara Greg
+Barbara Longhi
+Barbara Nasmyth
+Barbara Nessim
+Barclay Shaw
+Barent Fabritius
+Barkley Hendricks
+Barnett Newman
+Barron Storey
+Barthel Bruyn the Elder
+Barthel Bruyn the Younger
+Barthélemy d'Eyck
+Barthélemy Menn
+Bartholomeus Breenbergh
+Bartholomeus Strobel
+Bartholomeus van Bassen
+Bartholomeus van der Helst
+Bartolomé Esteban Murillo
+Bartolomeo Cesi
+Bartolomeo Vivarini
+Bascove
+Basil Blackshaw
+Bastien L. Deharme
+Bastien Lecouffe-Deharme
+Basuki Abdullah
+Bauhaus
+Bayard Wu
+Beatrice Ethel Lithiby
+Beatrice Huntington
+Beatrix Potter
+Beauford Delaney
+Bedwyr Williams
+Beeple
+Beksinski
+Béla Apáti Abkarovics
+Bela Čikoš Sesija
+Béla Czóbel
+Béla Iványi-Grünwald
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data/mediums.txt

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+a 3D render
+a black and white photo
+a bronze sculpture
+a cartoon
+a cave painting
+a character portrait
+a charcoal drawing
+a child's drawing
+a color pencil sketch
+a colorized photo
+a comic book panel
+a computer rendering
+a cross stitch
+a cubist painting
+a detailed drawing
+a detailed matte painting
+a detailed painting
+a diagram
+a digital painting
+a digital rendering
+a drawing
+a fine art painting
+a flemish Baroque
+a gouache
+a hologram
+a hyperrealistic painting
+a jigsaw puzzle
+a low poly render
+a macro photograph
+a manga drawing
+a marble sculpture
+a matte painting
+a microscopic photo
+a mid-nineteenth century engraving
+a minimalist painting
+a mosaic
+a painting
+a pastel
+a pencil sketch
+a photo
+a photocopy
+a photorealistic painting
+a picture
+a pointillism painting
+a polaroid photo
+a pop art painting
+a portrait
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+a raytraced image
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+a screenprint
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+a silk screen
+a sketch
+a statue
+a still life
+a stipple
+a stock photo
+a storybook illustration
+a surrealist painting
+a surrealist sculpture
+a tattoo
+a tilt shift photo
+a watercolor painting
+a wireframe diagram
+a woodcut
+an abstract drawing
+an abstract painting
+an abstract sculpture
+an acrylic painting
+an airbrush painting
+an album cover
+an ambient occlusion render
+an anime drawing
+an art deco painting
+an art deco sculpture
+an engraving
+an etching
+an illustration of
+an impressionist painting
+an ink drawing
+an oil on canvas painting
+an oil painting
+an ultrafine detailed painting
+chalk art
+computer graphics
+concept art
+cyberpunk art
+digital art
+egyptian art
+graffiti art
+lineart
+pixel art
+poster art
+vector art

data/movements.txt

@@ -0,0 +1,200 @@
+abstract art
+abstract expressionism
+abstract illusionism
+academic art
+action painting
+aestheticism
+afrofuturism
+altermodern
+american barbizon school
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+american scene painting
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+arbeitsrat für kunst
+art & language
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+art photography
+arte povera
+arts and crafts movement
+ascii art
+ashcan school
+assemblage
+australian tonalism
+auto-destructive art
+barbizon school
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+color field
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+cynical realism
+dada
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+digital art
+ecological art
+environmental art
+excessivism
+expressionism
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+feminist art
+figuration libre
+figurative art
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+fluxus
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+generative art
+geometric abstract art
+german romanticism
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+graffiti
+gutai group
+happening
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+hurufiyya
+hypermodernism
+hyperrealism
+impressionism
+incoherents
+institutional critique
+interactive art
+international gothic
+international typographic style
+kinetic art
+kinetic pointillism
+kitsch movement
+land art
+les automatistes
+les nabis
+letterism
+light and space
+lowbrow
+lyco art
+lyrical abstraction
+magic realism
+magical realism
+mail art
+mannerism
+massurrealism
+maximalism
+metaphysical painting
+mingei
+minimalism
+modern european ink painting
+modernism
+modular constructivism
+naive art
+naturalism
+neo-dada
+neo-expressionism
+neo-fauvism
+neo-figurative
+neo-primitivism
+neo-romanticism
+neoclassicism
+neogeo
+neoism
+neoplasticism
+net art
+new objectivity
+new sculpture
+northwest school
+nuclear art
+objective abstraction
+op art
+optical illusion
+orphism
+panfuturism
+paris school
+photorealism
+pixel art
+plasticien
+plein air
+pointillism
+pop art
+pop surrealism
+post-impressionism
+postminimalism
+pre-raphaelitism
+precisionism
+primitivism
+private press
+process art
+psychedelic art
+purism
+qajar art
+quito school
+rasquache
+rayonism
+realism
+regionalism
+remodernism
+renaissance
+retrofuturism
+rococo
+romanesque
+romanticism
+samikshavad
+serial art
+shin hanga
+shock art
+socialist realism
+sots art
+space art
+street art
+stuckism
+sumatraism
+superflat
+suprematism
+surrealism
+symbolism
+synchromism
+synthetism
+sōsaku hanga
+tachisme
+temporary art
+tonalism
+toyism
+transgressive art
+ukiyo-e
+underground comix
+unilalianism
+vancouver school
+vanitas
+verdadism
+video art
+viennese actionism
+visual art
+vorticism

requirements.txt

@@ -0,0 +1,13 @@
+--extra-index-url https://download.pytorch.org/whl/cu117
+torch
+torchvision
+
+fairscale
+ftfy
+huggingface-hub
+Pillow
+timm
+transformers==4.15.0
+open_clip_torch
+clip-interrogator==0.3.1
+-e git+https://github.com/pharmapsychotic/BLIP.git@lib#egg=blip

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+   style="color: #ffffff; 
+"
+   xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="none" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><circle style="opacity: 0.25;" cx="12" cy="12" r="10" stroke="white" stroke-width="4"></circle><path style="opacity: 0.75;" fill="white" d="M4 12a8 8 0 018-8V0C5.373 0 0 5.373 0 12h4zm2 5.291A7.962 7.962 0 014 12H0c0 3.042 1.135 5.824 3 7.938l3-2.647z"></path></svg>"""
+
+share_js = """async () => {
+	async function uploadFile(file){
+		const UPLOAD_URL = 'https://huggingface.co/uploads';
+		const response = await fetch(UPLOAD_URL, {
+			method: 'POST',
+			headers: {
+				'Content-Type': file.type,
+				'X-Requested-With': 'XMLHttpRequest',
+			},
+			body: file, /// <- File inherits from Blob
+		});
+		const url = await response.text();
+		return url;
+	}
+
+	async function getInputImgFile(imgEl){
+        const res = await fetch(imgEl.src);
+        const blob = await res.blob();
+        const imgId = Date.now() % 200;
+        const isPng = imgEl.src.startsWith(`data:image/png`);
+        if(isPng){
+            const fileName = `sd-perception-${{imgId}}.png`;
+            return new File([blob], fileName, { type: 'image/png' });
+        }else{
+            const fileName = `sd-perception-${{imgId}}.jpg`;
+            return new File([blob], fileName, { type: 'image/jpeg' });
+        }
+	}
+
+    const gradioEl = document.querySelector('body > gradio-app');
+    // const gradioEl = document.querySelector("gradio-app").shadowRoot;
+    const inputImgEl = gradioEl.querySelector('#input-img img');
+    const outputTxt = gradioEl.querySelector('#output-txt textarea').value;
+    let titleTxt = outputTxt;
+    if(titleTxt.length > 100){
+        titleTxt = titleTxt.slice(0, 100) + ' ...';
+    }
+    const shareBtnEl = gradioEl.querySelector('#share-btn');
+    const shareIconEl = gradioEl.querySelector('#share-btn-share-icon');
+    const loadingIconEl = gradioEl.querySelector('#share-btn-loading-icon');
+
+    if(!outputTxt){
+        return;
+    };
+
+    shareBtnEl.style.pointerEvents = 'none';
+    shareIconEl.style.display = 'none';
+    loadingIconEl.style.removeProperty('display');
+
+    const inputFile = await getInputImgFile(inputImgEl);
+    const urlInputImg = await uploadFile(inputFile);
+
+	const descriptionMd = `#### Input img:
+<img src='${urlInputImg}' style='max-height: 350px;'>
+
+#### Caption:
+${outputTxt}`;
+
+    const params = new URLSearchParams({
+        title: titleTxt,
+        description: descriptionMd,
+    });
+
+	const paramsStr = params.toString();
+	window.open(`https://huggingface.co/spaces/pharma/CLIP-Interrogator/discussions/new?${paramsStr}`, '_blank');
+
+    shareBtnEl.style.removeProperty('pointer-events');
+    shareIconEl.style.removeProperty('display');
+    loadingIconEl.style.display = 'none';
+}"""